AIMC Topic: Anatomy, Cross-Sectional

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Deep learning segmentation of major vessels in X-ray coronary angiography.

Scientific reports Nov 15, 2019
X-ray coronary angiography is a primary imaging technique for diagnosing coronary diseases. Although quantitative coronary angiography (QCA) provides morphological information of coronary arteries with objective quantitative measures, considerable tr...
Humans Algorithms Tomography, X-Ray Computed Female Reproducibility of Results Aged Aged, 80 and over Male Middle Aged Deep Learning Imaging, Three-Dimensional Image Processing, Computer-Assisted Coronary Angiography Datasets as Topic Coronary Vessels Anatomy, Cross-Sectional
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Data augmentation using generative adversarial networks (CycleGAN) to improve generalizability in CT segmentation tasks.

Scientific reports Nov 15, 2019
Labeled medical imaging data is scarce and expensive to generate. To achieve generalizable deep learning models large amounts of data are needed. Standard data augmentation is a method to increase generalizability and is routinely performed. Generati...
Humans Neural Networks, Computer Algorithms Research Design Tomography, X-Ray Computed Deep Learning Image Processing, Computer-Assisted Kidney Liver Organ Size Datasets as Topic Image Enhancement Spleen Anatomy, Cross-Sectional
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